{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "remove_domains_dict = {\"cpc3\": ['Y10','Y04','Y02','D10','F05', 'G16'],\n",
    "                        \"cpc4\": ['Y10S', 'Y10T', 'Y04S', 'Y02A', 'Y02B', 'Y02C','Y02D','Y02E','Y02P','Y02T','Y02W','D10B','F05B','F05C','F05D', 'G16H']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def removeNodes(g, remove_list):\n",
    "    for item in remove_list:\n",
    "        if (g.has_node(item)):\n",
    "            g.remove_node(item)\n",
    "    return g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def CleanNetwork(fn, tag):\n",
    "    g = nx.read_weighted_edgelist(fn)\n",
    "    g = removeNodes(g, remove_domains_dict[tag])\n",
    "    return g\n",
    "\n",
    "def loadDescription(fn, g):\n",
    "    desp_df = pd.DataFrame(pd.read_csv(fn, sep=','))\n",
    "    labels = list(g.nodes())\n",
    "    labels_desp = [desp_df[desp_df['Class'] == label]['Description'].iloc[0] for label in labels]\n",
    "    return labels_desp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = CleanNetwork('co_reference_network_cpc3_1976_2017.txt', 'cpc3')\n",
    "labels_desp = loadDescription('cpc3_descriptions.csv', g)\n",
    "matrix_ = nx.to_numpy_matrix(g)\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0, n_iter=10000, perplexity=5, learning_rate=50)\n",
    "np.set_printoptions(suppress=True)\n",
    "result = tsne.fit_transform(matrix_)\n",
    "\n",
    "plt.figure(figsize=(40, 25))\n",
    "plt.scatter(result[:, 0], result[:, 1], c='orange', edgecolors='r')\n",
    "for label, x, y in zip(labels_desp, result[:, 0], result[:, 1]):\n",
    "    plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a24f77ad0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DPCgVbwAA4FvcJGWbvlBR6W/947Pk+9/x9CsAALSBqhJAHWlrDPCgVLwBAIBv6XbKTdF1bpLyUL5QUengZ79SUQkAANpCVQmgrvqD5NWb5P2HMgrdAGxM8AYAAL7FTVK2SUUlAABot/4gmZ4nL54kw0dlnJ474AYAaBGtpgAA4FuU3mWblJ0HAID26w98hgQAaDEVbwAA4Mcovcu2fKGi0oc//RsqKgEAAAAANISKNwAAAFX5QkWlX/7B7+d74S4AAAAAgEZQ8QYAAKq0mCfPniaPD8q4mFe9InbtRkWlv/i936t6RQAAAAAA3JKKNwAAUJXFPDk9SYaXSS/J8qJcJ9pZAQAAAABAA6h4AwAAVRmPSujmOCUSf5xyPR5VvDBoEFWjAAAAAIAKCd4AAEBVXr8tlW7W9VbzUKWmhFmuq0Y9v0hmV2U8PanvegEAAACA1hG8AQCAqnQ7yfLG3HI1D1VpUphF1SiA/dGUUCgAAAB7R/AGAACqcjZJZkfJyyTvUsbZUZmHqjQpzKJqFMB+aFIoFAAAgL0jeAMAAFXpD5LpefLiSTJ8VMbpeZmHqjQpzKJqFMB+aFIoFAAAgL0jeAMAAFXqD5JXb5L3H8oodEPVmhRmUTUKYD80KRQKAADA3hG8AQAA4KMmhVlUjQLYD00KhQL1tZgnz54mjw/KqF0dAAAPRPAGAACAj5oWZlE1CqCeHvKAu0mhUKCeFvPk9CR5fpHMrsp4eiJ8AwDAgzisegEAAADUTH8gwALA5q4PuIeXpSXUcnXAnWz28+X6/xmPSnupbieZTvysAm5vPCp70vHq+jjlejyylwAAcG8q3gAAAAAAD2f9gPswnx5wb0qFM+A+Xr8tQcB1vdU8AADck+ANAAAAAPBwmnLA/ZDtsIB663aS5Y255WoeAADuSfAGAAAAAHg4TTjgvm6H9fwimV2V8fRE+Aba6mySzI6Sl0nepYyzozIPAAD3JHgDAAAAADycJhxwb6MdFlBf/UEyPU9ePEmGj8o4Pde2DgCAByF4AwAAAAA8nCYccDelHRbUWdPatfUHyas3yfsPZazTngSwDU3bpwEa7LDqBQAAAAAALdMf1PtQu9tJlhel0s21urXDgicttjwAACAASURBVDq7btc2vCyhteWqXVtS73/7APvCPg2wUyreAAAAAAD7pQntsKDOtGsDqDf7NMBOqXgDAAAAAOyX6ye9x6PSXqrbSaYTT4DDbWnXBlBv9mmAnVLxBgAAAADYP/1B8upN8v5DGYVu4Pa6ndKebV0V7doW8+TZ0+TxQRkX893++QB1VZd9GmBPCN4AAAAAAAC3V4d2bYt5cnqSPL9IZldlPD0RvgFI6rFPA+wRraYAAAAAAIDbq0O7tvEoGV4mx6vr45Tr8UgFK4A67NMAe0TFGwAAAAAA4G6qbtf2+m3SuzHXW83DbWhVRttVvU8D7BHBGwAAANrFDXQAgPbrdpLljbnlah5+jFZlAMADErwBAACgPdxABwDYD2eTZHaUvEzyLmWcHZV5+DHrrcoO82mrMgCAOxK8AQAAoD3cQAcA2A/9QTI9T148SYaPyjg910qF29GqDAB4QII3AAAAtIcb6AAA+6M/SF69Sd5/KKPQDbelVVnzfKmlsDbDANTEYdULAAAAgAfT7STLi1Lp5pob6AAAwLqzSWlJO7wsQf1lSquyqVZltXTdUvivv18XyX/x95O/ukr+87/6OHd6Un6/EB4AO6biDQAAAO1xNik3zF8meZcyzo7K/Nd4ShIAAPaLVmXN8qWWwv/ZXyY/+StthgGoBcEbAAAA2uOuN9Cvn5x8fpHMrsp4eiJ8AwDQNsLW3KRVWXN8raXwn39hTpthACqg1RQAAADt0h/c/qb5+pOTyadPSbrxDgDQDl9qU6MlDTTH11oK/9aN36fNMAAVUfEGAACA/fW1Jyc9JQkA0B5falOjJQ00x5daCv+znyR/+Rt3azNM+6luBlRExRsAAAD219eenPSUJABAewhbQ7NdV6Yaj8q/224n+W8nn89NJ6pY7TPVzYAKqXgDAADA/vrSk5OekqQqns4EgO3odkq4ep2wNTRLf5C8epO8/1DG6xbDN+fYX6qbARUSvAEAALgrh+Pt0R8k0/PkxZNk+KiM03M3bNm966czn18ks6synp7YXwDgIQhbA7Sf6mZAhQRvAAAA7sLheNGm8JGnJKkDT2cCwPYIWwO0n+pmQIUEbwAAAO7C4bjwEWyDpzMBYLuErYFdatPDKk2huhlQIcEbAACAu3A4LnwE2+DpTABg3wgm0FYeVqmG6mZAhQRvAAAA7sLhuPARbIOnMwGAfSKYQJt5WKU6qpsBFRG8AQAAuAuH48JHsA2ezgQA9olgAm3mYRWAvXNY9QIAAAAa5foQfDwqN826nWQ62a/D8bNJeRp1eFluHi5TwkfTPQofwTb0B/u1lwAA+0swgTbrdpLlRQmUXfOwCkCrqXgDAAA0y2KePHuaPD4oYxWlyPe9dLHKHAAAwH1su4pmHT43sr9UygXYO4I3AABAcyzmpdLK84tkdlXG0xM3Uauw7+GjJnHoAABA3WwzmOBzI1XzsArA3tFqCgAAaI7xqLQ3ui7XfJxyPR65gQVfcn3o8NdtwVaHDol/MwAAVGebLXx9bqQOtJEF2Csq3gAAAM3x+m0JD6zrreaBz60fOhzm00MHAACo0raqaPrcCADsmOANAADQHN1Osrwxt1zNA59z6AAAwL7xuREA2DHBGwAAoDnOJsnsKHmZ5F3KODsq88DnHDpQhcU8efY0eXxQxsW86hUBAPvE50YAYMcOq14AAADArV2XHh+PSsWObieZTvRNh685mySnJ6W9VC8ldDM7Kv9uYBsW8xuvuYtyndirAYDd8LkRANgxFW8AAIBm6Q+SV2+S9x/K6OYpfF1/kEzPkxdPkuGjMk7P/bthe8ajEro5Tnnc6zjlejyqeGEANIKqaTwUnxsBgB0SvAEAAIC6echDJ4cO7NLrt6XSzbreah4AvuW6atrzi2R2VcbTE+EbgIci3AiwNYI3AAAAUCcOnWiybqe0NFu3XM0DwLeomgawPT5nAmyV4A0AAADb58m623PoRJOdTZLZUfIyybuUcXZU5gHgW1RNA9genzMBtuqw6gUAAADQctdP1g0vy+HJcvVkXaLt0Zc4dKLJrv9Nj0flNdvtJNOJf+sA/Lhup7xPPF6bUzUN4GH4nAmwVSreAAAA+0Xlld3zZN3daNVD0/UHyas3yfsPZRS6AeA2VE0D2B6fMwG2SvAGAADYH3qaV8OTdXfj0IlNCBUC0HT9QTI9T148SYaPyjg9F+AEeAg+ZwJslVZTAADA/livvJJ8WnnFDf3t0TbgbrTq4a60cwOgLfoDP7sAtsHnTICtUvEGAADYHyqvVMOTdXenVQ93oZ0bAEC1VB+kCXzOBNgaFW8AAID9ofJKNTxZB9slVAgAUB3VBwFg76l4AwAA7A+VV6rjyTrYnm6nhAjXCRUCAOyG6oMAsPcEbwAAgP3RHyTT8+TFk2T4qIzTcyEQ6kF5ejYlVAgAUB3VBwFg72k1BQAA7Jf+QNCG+lGenvvQzg0AoDpaGgPA3lPxBgAAAKqmPD33tct2bqozAQBNsYv3LaoPsm3efwPUnoo3AAAAUDXl6WkK1ZkAgKbY1fsW1QfZJu+/ARpBxRsAAACoWrdTytGvU56eOlKdCQBoil2+b9ll9UGa4yEq1Xj/DdAIgjcAAABQNeXpaQrVmQCApvC+hSpdV6p5fpHMrsp4enL38I3XMUAjCN4AAADsmv7s3NQfJNPz5MWTZPiojNNzT8pSP6ozAQBN4X0LVXqoSjVexwCNIHgDAACwSw/11Bvtozw9TaA6EwDQFN63UKWHqlTjdQzQCIdVLwAAAGCvrD/1lnz61JugBVB31/vUeFQODbqdZDqxfwEA9eN9C1XqdpLlxcfP/slmlWq8jgEaQfAGAABgl/RnB5quP3CjHwBoBu9bqMrZpFS3HV6Wz/zLlEo10w0q1XgdA9SeVlMAAAC7pD87AAAAtFt/kEzPkxdPkuGjMk7PBWgW8+TZ0+TxQRm13QZaQsUbAACAXXrIp94AAACAelKp5lOL+Y37IRflOvH3BDSeijcAAAC75Kk3AAAAYN+MRyV0c5xSGuI45Xo8qnhhAPcneAMAALBr/UHy6k3y/kMZhW7YFWW9AQAAqMLrt6XSzbreah6g4QRvAAAAYB9cl/V+fpHMrsp4eiJ8AwBAMwiRQ7N1O6Xd9rrlah6g4QRvAAAAYB8o6w0AQFMJkUPznU2S2VHyMsm7lHF2VOYBGk7wBgAAAPaBst4AADSVEDk0X3+QTM+TF0+S4aMyTs+13wZaQfAGAAAA9oGy3tXSGgEAYHNC5NAO/UHy6k3y/kMZhW6AlhC8AQAehsMkAPZRk37+KetdHa0RAADuR4gcAKgxwRsA4P4cJgGwj5r2809Z7+pojQAAcD9C5ABAjQneAAD35zAJgH3UxJ9/ynrvzno1pP/jQmsEAID7ECIHAGrssOoFAAAtoM82APvIzz++5roa0vCyvCb+MKUVwvHa79EaAQDgbvoDQRsAoJZUvAEA7k+fbWBT6xUhnj2tb4se+BI///iam9WQ/qMk/zRaIwAAAAC0kOANAHB/+mwDm7iuCPH8IpldlfH0RPiG5vDzj6+5WQ3p304J3/xxtEYAAAAAaBmtpgCA+7s+NBqPykFTt5NMJw6TgG9brwiRlHF4WebtHzSBn398TbeTLC8+bS31byR58iR59aaiRQEAAACwDYI3AMDD0GcbuKubFSGScv36bRWrgc34+ceXnE1KBa/hZdnXlinVkKaqIQEAAAC0jVZTAABANbqdchi9brmaB2iy/qC0knrxRGsp6m0xT549TR4flFG7RwAAALgzFW8AAIBqqAgBtJlqSNTdYn7j5/BFuU68dgEAAOAOVLwBAACqoSIEAFRnPCqhm+OUR/OOU67Ho4oXBgAAAM0ieAMAAFSnP0hevUnefyij0A0A7Mbrt6XSzbreah4AoC60xgSgAbSaAvhX7N1faGRvmh/2p7u1OxN5dsA2S7weUt0QCvUg341vTUyyN2sGQtI3cdUSowwIM7t4MSuz2LKFI6wLm9oMDuuxUVjLvpAIJL2B8MOB4ICXXORq4r3Y9q+LxtBqMLOwjDHjRQxxt5SLt2q6pJbUparz533P+XxuztTp30inSlV1znnf7/s8AAAA0DfDQWovtb2wbzrbDwCQA60xASiEijcA0DVWgQAAAJ9zcBRxshnxKiLeR9qebKb9bXNPAwBEaI0JQDFUvAGALrEKBAAAWMb8/uBwP7WXGg4iJkft3ze4pwEA5rTGBKAQKt4AQJdYBQIAACxrNI54/Tbiw2Xa5hBscU8DAMwNB6kV5iKtMQHIkOANAHSJVSAAAEDJ3NMAAHM5t8YEgAWCNwDQJVaBAAAAJXNPAwDMjcYRk+OIl08jdh6l7eQ4jyp9ALBA8AYAusQqEAAAoGTuaQCARTm2xgSAGwRvAKBLVl0FcnYa8fxZxJPHaXt22sTRAgAAXGdlOwAAAIXZaPsAAICKjcYPG5Q+O43Y243YuYjYiojpeXo8/1kAAABNeug9DQAAALRIxRsA6LvD/RS62Y4Uyd2O9Phwv+UDAwAAAAAAgLwJ3gBA3715lyrdLNqa7QfIgXZ4AAAAAPUx9gKwFsEbAOi74SBiemPfdLYfoG3zdngvziNOrtJ2b9cAEN1koBMAAICmGXsBWJvgDQB0ySoTdgdHESebEa8i4n2k7clm2g/QNu3w6AsDnQAAALTB2AvA2jbaPgAAoCLzCbudi9QqajqbsIuIGI3v/v/N/+1wP7WXGg4iJkf3/38AmqIdHn2xONAZcX2g0zkZAACAuhh7AVibijcA0BXrrEwYjSNev434cJm2JviAXGiHR18Y6AQAAKANxl4A1iZ4AwBdYcIO6CLt8OgLA51Ak1ZpUQsAQDcZewFYm1ZTANAVw0FqL7W9sM+EHVA67fDoi4OjGy0jIw10Tgx0AhVbtUUtAADdZOwFYG2CNwDQFSbsgK4ajQ320H0GOoGmLLaojbjeotZ3DgBAPxl7AViL4A0AdIUJOwAom4FOoAla1AIAAEClHrd9AABAhUbjiNdvIz5cpq3JOwAAYNFwkKpjLqqjRe3ZacTzZxFPHqft2Wm1Px8AAAAyIXgDAABUz2QbAOTp4Ci1pH0VEe8jbU820/6qnJ2mNrgvziNOrtJ2b9f1AAAAAJ0keAMAAFTLZBsAVK+qUOtoHDE5jnj5NGLnUdpOjqutlnm4H7FzEbEdqdH9dqTHh/vV/Q4AAADIhOANAABQLZNtD3NjIvXrX3zR9hHVRyUkgNVUHWqtu0Xtm3cRWzf2bc32AwAAQMcI3gAAANUy2ba8WyZSf+E3D7oZSFEJCWB1pYVah4OI6Y1909l+AAAA6BjBGwAAoFom25Z3y0Tq4+/8JN+J1HWUNmkMkJPSQq0HRxEnmxGvIuJ9pO3JZtoPAAAAHSN4AwAAVMtk2/JKm0hdR5+eK0DVSgu1jsYRk+OIl08jdh6l7eS4+pZWAAD0m5bWQCY22j4AAACgY+aTaof7KVQxHERMjky23WY4iJiep+ovczlPpK6jT88VoGoHR6k9385FCi1OI4VaJxmHWkdj534AAOozb2n902vkWUvrCNehQONUvAEAAKqxuMrocD9NEn64jHj91oDHXW6pDnT521/tZnUglZAAVqeCDAAAXKelNZARFW8AAID1WWW0mluqA/3w138lvtHF10wlJID1qCADAAAfaWkNZETFGwAAYH1WGa1uNE5VgWbVgX787W+3fUT1ufFcTSADAAAAKxkOUgvWRVpaAy0RvAEAANZnlRFtWWxx9vxZegwAAAB0m5bWQEYEbwAAgPVZZUQb5i3OXpxHnFyl7d6u8A0A9JEwLgD0y2gcMTmOePk0YudR2k6OVdcFWiF4AwAArM8qI9qgxRkAECGMCwB9paU1kAnBGwAAYH1WGdEGLc4AgAhhXAAAoFUbbR8AAADQEaOxoA3NGg4ipudpcm1OizMA6B9hXAAAoEUq3gAAAFAmLc4AgIhZGPfGPmFcAACgIYI3AABAHs5OI54/i3jyOG3PTts+InKnxRkAECGMCwBtMp4DoNUUAACQgbPTiL3diJ2L1BZgep4eRwhRcD8tzgCA+bXA4X5qLzUcREyOXCMA0G9np9fPjQc1nBuN5wBEhIo3AABADg730yDNdqTlAduRHh/ut3xgAAAUYTSOeP024sNl2prsA6DP5oGYF+cRJ1dpu7dbfTUa4zkAESF4AwAA5ODNu7QyatHWbD8AUAZtBgAA8tBUIMZ4DkBECN4AAAA5GA4ipjf2TWf7AYD8NbWqGgCAz2sqEGM8ByAiBG8AAIAcHBxFnGxGvIqI95G2J5tpPwCQP20GAADy0VQgxngOQEQI3gAAADkYjSMmxxEvn0bsPErbyXHaz2q0+wCgSdoMAADko6lAjPEcgIhI608AAADaNxobmKnKvN3HzkWa9JzO2n1EeI0BqMdwkM432wv7tBkAAGjH/N7/cD8FoYeDiMlRPWMCxnMAVLwBAADoHO0+AGiaNgMAAHkZjSNev434cJm2wjEAtVHxBgAAoGu0+wCgaU2uqgYAAICMCN4AAAB0jXYfALRBmwEAAAB6SKspAACArtHuAwAAAACgESreAAAAdI12HwAAAAAAjRC8AQAA6CLtPgAAAAAAaqfVFAAAAAAAREScnUY8fxbx5HHanp22fUQAAEDmVLwBAAAAAICz04i93Yidi4itiJiep8cRKgkCAAB3UvEGAAAAAAAO91PoZjvSktXtSI8P91s+MAAAIGeCNwDAapTfBgAAoEvevEuVbhZtzfYDQF8ZBwb4LMEbAODh5uW3X5xHnFyl7d6umy4AAADKNRxETG/sm872A0AflToOLCwENEzwBgB4OOW3AQAA6JqDo4iTzYhXEfE+0vZkM+0HgD4qcRy41LAQUDTBGwDg4ZTfBgAAoGtG44jJccTLpxE7j9J2cpz2Q1+UVCWipGOFUpU4DlxiWAgonuANAPRNFYMSym8DAACwitwnykfjiNdvIz5cpq3QDX1SUpWIko4VSlbiOHCJYSGgeII3ANAnVQ1KKL8NAAB0Te6BkC4wUQ55K6lKREnHCiUrcRy4xLAQUDzBGwDok6oGJZTfBgAAukQgpBkmyiFvJVWJKOlYoWQljgOXGBYCirfR9gEAAA2qclBiNM77BgsAAGBZi4GQiOuBEPc91TFRDnkbDiKm5x+/CyPyrRJR0rFC6UobB54f6+F+usYYDiImR2U9B6A4Kt4AQJ8oswkAAPApgZBmuCeFvJVUJaKkYwWaNxpHvH4b8eEybYVugJoJ3gBAnxiUAAAA+JRASDPck0LeSmopU9KxAgCdJ3gDAH1iUAIAAOBTAiHNcE+ar7PTiOfPIp48Ttuz07aPiLaUVCWipGMFVuP8BBRio+0DAAAaVlpPXgAAgLrN75EO91N7qeEgYnLk3qkO7knzc3YasbcbsXORWqxNz9PjCH8rANrj/AQURMUbAAAAAACVE7ipL6vsD/fTpOZ2pKW625EeH+63fGAA9JrzE1AQFW8AAAAAAGBRn1bZv3mXnuOirdl+AGiL8xNQEBVvAAAAAABgUZ9W2Q8HEdMb+6az/QDQFucnoCCCNwAAAAAAsKhPq+wPjiJONiNeRcT7SNuTzbQfANri/AQUZKVWU1tbWz8TEf84Ip5FxFci4u9ExL+KiH8SEVcR8fsR8SvT6fSykqMkX2enaZXHm3cpYXpw1L1SqwAAAABAvwwHqb3U9sK+rq6yn4/nLo7zTozzAtAy5yegIKtWvPnliPjRdDr9cxHxSxHxWxHxP0TE35ztexQR/2U1h0i25n2OX5xHnFyl7d5u2g8AAAAAULez04jnzyKePE7bqsYm+7bKfjSOeP024sNl2prUBOiGus6TTXF+AgqxavDmf4mIv7Xw+H1EfCsifnf2+P+IiF9c47goQZ/6HAMAAAAAealzYeBoHDE5jnj5NGLnUdpOjquZ8Ct9EhSAMlhAD9CYR1dXVyv/n7e2tn4uIv73iPifImIynU7/9Gz/fx4R/910Ov3l+/7/v/d7v3f1la98ZeXfz/J+8pOfxFe/+tVKf+bzP7Mdj06urjcsex9xtfMoXv/+q0p/FwCfquO7HYD2+X7vnq9/8UX8/D/6XvzM2z+I//DsT8Uf/uW/Gj/+9rfbPiygYb7foXr/6bf/i/jZ/+aH19tBvYr4//7nX4h//cX/1dpx3efrX3wRv/CbB/H4Oz+J2IqIacTlb381fvjrh64PCuX7HchViefJnPh+B266uLj4wbe+9a0/e9u/bdy2cxlbW1v/SUT8bxHx/el0era1tfX3Fv755yLi333uZ3zlK1+Jb37zm6seAg/w5ZdfVv9a39Hn+NFw4O8K0IAvv/wyvvkv/9/rPW4P9LgFKF0t1+605+w04nt/O1UH3Yr42ekP4xvf+9vxjW/8aeds6Bnf71CDt3+QwiuLtiJ+9u0f5Pt5+69+KeI7P/k4prod8fg7P4lv/PY/iG/8tb/W6qGxGt/vQLZKPE9mxPc7cNMPfvCDO/9tpVZTW1tb/3FE/J8R8RvT6fQfz3b/y62trT8/+9+/FBH/9yo/m4L0rc8xQGa+/sUX1ZUKVeYaAOqhRS8A1Gc4iJje2Ded7c/Vm3e3ToLGm3dtHA2Uw9gVPFyJ50mAQq0UvImIvxERfzwi/tbW1ta/2Nra+hcR8Tcj4r/f2tr6fyLiZyPif63mEMlWnX2OAfisn/9H36tmIk+vXwCoj8k1AKhPiQsDTYLCwxm7gtWUeJ4EKNRKraam0+mvRcSv3fJP/9l6h0NxRmNBG4CW/MwdpUIfPJG3uBI/4nqAx3c8AKznjha9tU6unZ1qRQlAP8zPb4vnvUnm572DoxQYmLWhjGmkSdCJSVAK0NZ1prErWE2J50mAQq1a8QYAaNl/ePanqlklZyU+ANSn6RWGVgMD0DejccTrtxEfLtM298lEVcQpVZvXmXWMXWldRV+Udp4EKJTgDQAU6g//8l+tZiJPmWsAqE/Tk2uLq4HXaUUJANTHJCglavM6s+qxK2F1AKBigjcAUKgff/vb1Uzk6fULAPVqcnJNJTsAAOpQ93XmfRVoqh67ElYHACq20fYBAABrGI3Xn7zT6xcAumM4iJiep8mDOZXsAABYV53XmfMKNDsXKcwznVWgibg+9lXV2JWwOgBQMRVv6B+9WwE+pcw1AHSDSnYAzTLOBPRFndeZy1SgqXLsStt1AKBiKt7QL59LzgMAAJRMJTuA5hhnAvqkzuvMpivQHBzd+P6OFCKaCKsDAKsRvKFfFpPzEdeT8wZEAACALqiiFSUAn2ecCeibuq4zm26XKqwOAFRMqymakUvZXb1bAQAAAKiCcSaAarTRLlXbdQCgQireUL+cyu42nZwHAAAAoJuMMwFUQwUaAKBwKt5Qv8Wyuxtxvexu09pIzgMAAADQPcaZAKqjAg0AUDDBG+qXU9nd0Thichzx8mnEzqO0nRy7iAcAAG6XS9tcAPJjnAkAAIDQaoom5FZ2dzQ2AAIAAHxeTm1zAciTcSYAAIDeU/GG+im7CwAAlCintrkA8DmqtAEAALRCxRvqN1/1c7if2ksNBxGTI6uBAACAvOXUNhcA7qNKGwAAQGtUvKEZo3HE67cRHy7T1g0/AACQu+Egtcld1GbbXAC4iyptAAAArRG8AQAAgNs02TZXexAA1qFKGwAAQGu0mgIAAIDbNNU2V3sQANY1HKTzx/bCPlXaAAAAGqHiDQAAANyliba52oMAsK4mq7QBAABwjeANHyltDgAA0DztQQBY12gcMTmOePk0YudR2k6OVU4DAABogOANyby0+YvziJOrtN3bbT98IwwEAAB03XCQ2oEs0h4EgIdqokobAAAAnxC8IcmxtHmuYSAAAIAqaQ8CAAAAAMUSvCHJsbR5jmEgAACAqmkPAgAAAADFErwhybG0eY5hoPtoiwUAAKxKexAAAAAAKJLgDUmOpc1zDAPdRVssAAAAAAAAAOgdwRuSHEub5xgGuou2WAAAAAAAdIUK79AdPs8Atdto+wDIyGicVznz+bEc7qf2UsNBxOQor2OcK60tFgAAAAAA3GZe4X3nIo1zT2cV3iPyHJ8H7ubzDNAIFW/I22gc8fptxIfLtM31IqCktlgAAAAAAHAXFd6hO3yeARoheANVKKktFgAAAAAA3EWFd+gOn2eARgjeQBVG44jJccTLpxE7j9J2cpxvhR4AAAAAALiNCu/QHT7PAI0QvIGqlNIWCwAAAIA8nJ1GPH8W8eRx2p6dtn1EACq8Q5f4PAM0QvAGAAAAAKBpZ6cRe7sRL84jTq7Sdm9X+Aa4XZNBPRXeoTt8ngEasdH2AQAAAAAA9M7hfsTORcT27PF2pMeH+ybDgOvmQb2di4itiJjOgnoR9X1fjMa+i6ArfJ4BaqfiDQAAAABA0968SxPoi7Zm+wEWLQb1NuJ6UA8AgNYJ3gAAAAAANG04iJje2Ded7QdYJKgHAJA1wRsepsk+sgAAAEBZjBvA8g6OIk42I15FxPtI25PNtB9gkaAeAEDWBG9Y3ryP7IvziJOrtN3bNYgGAAAAGDeAhxqNIybHES+fRuw8StvJcdpflS6F4br0XOChmgzqlfhZK/GYAYBOEbxhefrINsvNAgAAACUxbgAPNxpHvH4b8eEybasO3XQlDNel5wKraCKoF1HmZ63EY4Y2mXsCqIXgDcvTR7Y5bhYAAAAojXEDyEuXwnBdei6wqjqDenMlftZKPGZoi7kngNoI3rA8fWSb42YBAACA0hg3gLx0KQzXpecCOSvxs1biMUNbzD0B1EbwhuU12Ue279wsAAAAUBrjBpCXLoXhuvRcIGclftZKPGZoi7kngNoI3rC8pvrI4mYBAACA8hg3gLx0KQzXpecCOSvxs1biMUNbzD0B1Gaj7QOgMKOxAbMmHBylvpo7FyltPI10szBxswAAAEDGjBtAPuafxcP9tJJ9OEhjSyV+xOdt5wAAIABJREFURrv0XCBnJX7WSjxmaIu5J4DaCN5AjtwsAAAAALCuLoXhuvRcIGclftZKPGZog7kngNpoNQW5Go0jXr+N+HCZti58AACAKpydRjx/FvHkcdqenbZ9RAAAADTB3BNALVS8AQAAgL44O71RWvw8PY4w4AoAAAAAK1DxBgAAAHJWZYWaw/0UutmOtBRnO9Ljw/1KDhUAAAAA+kbFGwAAAMhV1RVq3rxLP2fR1mw/AAAAAPBgKt4AAABArqquUDMcRExv7JvO9lOuKqsiAQAAAPAggjesx+AeAADAR1XfI1VdoebgKOJkM+JVRLyPtD3ZTPsp07wq0ovziJOrtN3brfb+3L0/AAAAwJ20mmJ1VZc8BwAAKFkd90jDQfo52wv71qlQMz+Ow/0U3hkOIiZH7uFKtlgVKeJ6VaQq/q7u/QEAAADupeINq6u65DkAAEDJ6rhHqqNCzWgc8fptxIfLtBWeKFvVVZFucu8PAAAAcC8Vb1hd3YN7AAAAJanjHkmFGj6n6qpIN7n3BwAAALiXijesbjhIg3mLqhzcAwAAKEld90gq1HCfOqoiLXLvDwAAAHAvwRtWV/fgHgAAQEncI9GG0Thichzx8mnEzqO0nRxXF9DyvgYAAAC4l1ZTrE7JcwAAgI/cI9GW0bi+95n3NQAAAMC9BG9YT52DewAAAKVxj0QXeV8DAAAA3EmrKQAAAAAAAAAAWIHgDQAAAABA15ydRjx/FvHkcdqenbZ9RKvr0nMBAAA6R6spAAAAAIAuOTuN2NuN2LmI2IqI6Xl6HFFe67guPRcAAKCTVLwBAAAAAOiSw/0UVNmOtPRyO9Ljw/2WD2wFXXouAABAJwneAAAAAAB0yZt3qTrMoq3Z/tJ06bkAAOvTghLIkOANAAAAAECXDAcR0xv7prP9dalrEqyN5wIA5GnegvLFecTJVdru7QrfAK0TvCEP0qnV8noCAAAA9NfBUcTJZsSriHgfaXuymfbXoc5JsKafCwCQLy0ogUwJ3tA+6dRqeT0BAAAA+m00jpgcR7x8GrHzKG0nx2l/HeqcBGv6uQDQXxY1508LSiBTgje0Tzq1Wl5PAAAAAEbjiNdvIz5cpm2dQZW6J8GafC4A9JNFzWWoqgWlkBVQMcEb2iedWi2vJwAAAABNqmoSDADaYlFzGapoQSlkBdRA8Ib2uTGvltcTAAAAKJkVyOWpYhIMANpkUXMZqmhBKWQF1EDwhva5Mb/fQwebvJ4AAABAqaxALlMVk2AA0CaLmsuxbgtKISugBoI3tM+N+d1WGWzyegIAAAClsgK5XOtOglGtX/1uxM9tRDx6lLa/+t22jwggbxY194eQFVCDjbYPACIi3Yi7Gf/U4mBTxPXBpvteL68nAAAAUCIrkGF9v/rdiNN/GPFXIn1+ph8ivv8P07/91vfbPDKAfM3nVA7303XHcBAxOTLX0kUHR2mR+87F7DwZKWQ1EbICVqfiDeTMYBN020NbyQEAQE5yuJ7N4RiolhXIsL5/ehzx3bheOeq7s/0A3E31tn7QOQKogeAN5ejjYJrBJuiuVVrJAQBALnK4ns3hGKieNg+wvj/6cPtivj/60MbR0BV9HJ8HukvICqiY4A1l6OtgmsEm6K7FVnLz1WfzVnIAAJC7HK5nczgGqmcFMqzva09uX8z3tSdtHA1d0NfxeQCAJQneUIa+DqYZbILu0koOAICS5XA9m8MxUI/7ViCruACf95d2I74f1xfzfX+2H1bR1/F5AIAlbbR9ALCUPg+mjcaCNtBFw0HE9DwNVMxpJQcAQClyuJ7N4Rho1rziws5FGheaziouRBg7gUW/9f20/R+PU3uprz1JoZv5fnioPo/PAwAsQcUbyjAc3F4e1WAaUCqt5AAAKFkO17M5HAPNUnEBlvdb34/49+8jrq7SVuiGdRifBwC4l+ANZTCYBnSNVnIAAJQsh+vZHI6BZqm4ANAO4/P9oaUjAKxEqynKMB80O9xPgynDQcTkyGAaUDat5AAAKFkO17M5HAPN0V4MoB3G5/tBS8eHOTu9/pk48JkA6DPBG8phMA0AAACgvw6ObkwIRqq4MFFxAaB2xue7b7GlY8T1lo7+9tcJKQFwg1ZTAAAAAED+tBfLh1YkAN2jpePyFkNKG3E9pARALwneAPUwAAMAAABUbTSOeP024sNl2grdNG++yv/FecTJVdru7Rr7ASjdcJCqyS3S0vF2QkoA3CB4A1Sv7wMwQkcA9IHzHQBAP1nlD9BNB0epheOriHgfaXuymfZznZASADcI3kAT+jYx1ecBmL6HjgDoB+c7AID+ssofoJu0dFyekBIANwjeQN36ODHV5wGYPoeO6I6+hQWBh3O+AwDoL6v8AbpLS8flCCkBcIPgDdUxUXu7Pk5M9XkAps+hI7qhj2FB4OGc7wAA+ssqfwAQUgLgGsEbqmGi9m59nJjq8wBMH0NHQnfd0sew4LK81+GjPp7vAABIrPIHYF3G2QDoGMEbqmGi9m59nJjq8wBM30JHQnfd08ew4DK81+G6vp3vAAC4zip/AFZlnA2ADhK8oRomau/W14mpvg7A9C10JHTXPcNBxO9ExG9ExC/Ptr8T3Q4LLsN7Ha7r2/kOAAAAqIZxNgA6SPCGavSxqsuyTEz1T59CR0J3n1da2dRf/AsRvxsR/21E/JPZ9ndn+/vMex0+1afzHQAAAFAN42wAdJDgDdXoa1WXZZmYoquE7u5XYtnUf/7PIr4b11ecfHe2v8+qfq+XFsgCAAAA+BzjHSzDmDIAHSR4QzVUdamHGxVyd1vo7h9ExI//yPs1osyyqVac3K7KgGmJgSzK4LoByuIzCwBAlxjvYFkWcgPQQRttHwAdMhoL2lRpfqOyc5EmvaezG5UIrzP5mL8Xf+PXIv7NjyJ+PiL+YkT8iR95v0aUGWIZDtL3zfbCPitOPr6PD/fT3284iJgcrfb+XgxkRVwPZDX1eTk7vf5cDlZ8LuTDdQOUxWcWAICuyWG8gzJUOc4GAJlQ8QZyVWKlDPppNI74Y1+L+OsR8b2I+HPh/TpXV9nU2Qr5539mu/oV8lac3K2qtoFtB7KsQOsm1w1QFp9ZAAC6pu3xDspS1TgbAGRC8AZy5UaFkni/3q6OEMtCaOJRHaEJrQPr13Yfa5O93eR7GMriMwsAQNe0Pd4BANAiwRvIlRsVSuL9ers6QixNhCasOKlX21WF6p7snVVkiiePq6/IxN18D0NZfGYBAOiatsc7oErGtwB4IMEbyJUbFUri/Xq3qkMsVsiXr+2qQnVO9mpj1R7fw1AWn1kAALqm7fEOqIrxLQBWIHgDuXKjQkm8X5tjhXw3tFlVqM7JXm2s2uN7GMriMwsAQBf1rYqyqijdZHwLgBVstH0AwD1G4+7fnNAd3q/NODhKKyx2LlKlm2mk0MTECnmWNP+cHu6nSknDQXr/VPH5VZGpXb6HoSw+swAAUK55VZSfjtHNqqJEuM4vnfEtAFag4g3UpQtp9y48B+iahRXyV1bIs6q6VqCpyMScawgAAAC6TFWU7jK+BcAKBG+gDl3oAdrmczBZB/ebhSZe//6rfpTtpRx1trEiT7eds7twHQQAAAD3URWlu4xvAbACraagDotp94jrafdSJsjbeg5KdAKUq842VuTnrnP2k/+o/OsgAAAAuM9wkO6Dtxf2qYrSDca3AFiBijdQhy6k3dt6Dkp0ApStrjZW5Oeuc/a/+VH510EAAABwH1VRus34FgAPJHhDvzTVwqgLPUDbeg5dCC0BWsZBH9x1zv5KlH8dBLlzngUAoM9yuB4ejSMmxxEvn0bsPErbybGABgD0lOAN/TFvh/DiPOLkKm33duu5KO9C2r2t59CF0BL0XZPft0B77jpn//E/Wf51EOTMeRZgdTlM1HI/fyPgc3K6HlYVhXU57wF0huAN/dFkC6MupN3beg5dCC1B32kZB/1w1zl78vfLvw6CnDnPAqwmp4labudvBCzD9TBd4bwH0CmPrq6uWvvlX3755dU3v/nN1n5/n3z55ZfR+9f6yeN08bKxsO99pAmhD5dtHRW3OTtNN0pv3qXV9AdHJuvgFtl+t/u+hf5wzq5Ftt/v5MF5Forl+71lz5+lCa3thX2vIoWEX79t55i4zt+IQvl+b5jrYbrCeS97vt+Bm37wgx/84Fvf+tafve3fVLyhP7QwKocSnZCPVcqd+r6F/nDOhuY5zwKs5s27iK0b+7Zm+8mDvxGwDNfDdIXzHkCnCN7QH1oYATzMquVOfd8CQH2cZwFWY6I2f/5GwDJcD9MVznsAnSJ4Q3+MxhGT41Smb+dR2k6OrcwGuMuqPbN93wJAfZxnga5apdrmQzx0orbu4+FTJtOBZbgepiuc9wA6ZePz/wl0yGjsAhxgWeuUO/V9CwD1cZ4FumZebXPnIt1zTGfVNiOq+76b/5zD/XRPMxxETI5u//lNHA+fesjfCOg318N0gfMeQKeoeANAs6wavF2Or4typwAAQBNWrbb5UKNxxOu3ER8u0/auia2mjodPLfs3AihdjmOBNM95D6AzVLwBoDlWDd4u19fl4OjGcUUqdzpR7hQAAKjQOtU265Db8QDQLbmOBQIAK1PxBoDmWDV4u1xfFz2zAQCAJuRWbTO34wGgW3IdCwQAViZ4A0BzrBq8Xc6vi3KnAABA3Q6OUnXNVxHxPtL2ZDPtdzwAdE3OY4EAwEoEbwBojlWDt/O6AOhvDwB9llu1zdyOB4BuMRYIAJ0jeANAc6wavJ3XBei7eX/7F+cRJ1dpu7crfAPLElwDuiC3apu5HQ8A3WEsEAA6R/AGgOZYNXg7rwvQd/rbw+oE1wAAoCzGAptnsQIANdto+wAA6JnR2E3kbbwuQJ/pbw+rWwyuRVwPrrm2AACAPBkLbM58scLORRprmM4WK0T4GwBQGRVvoE+kugGAHOlvD6sTXAMAALibKrsANEDwBvpCCXoAIFf628PqBNcAgJJZKAjUzWIFABogeAN9IdUNAORKf3tYneAaAFAqCwWBJlisAEADBG+gL6S6AYCcjcYRr99GfLhMW6EbWI7gGgBQKgsFgSZYrABAAwRvoC+kugEAoJsE1wB4KO19yIGFgkATLFYAoAGCN9AXUt0AAAAAaO9DLiwUBJpisQIANRO8gb6Q6gYAAABAex9yYaEgAAAdIXgDfSLVDQAAANBv2vtcp+1WeywUBACgIzbaPgAAAAAAABoyHERMz1Olm7m+tveZt93auUjho+ms7VaE8EdTRmOvNQAAxVPxBgAAAACgL7T3+UjbLQAAoAKCN7Au5WgBAAAAKIX2Ph9puwVwN3MfALA0wRtYx7wc7YvziJOrtN3bdQEKAAAAQL5G44jXbyM+XKZtH0M3EbO2Wzf29bXtFvCpPgdPzH0AwIMI3sA6lKMFAAAAgDJpuwXcpe/BE3MfAPAggjewDuVoAQAAoBp9XlUOtEPbLWDu5nXI3q/1O3hi7gMAHkTwBtahHC0AAACsr4lV5YI9wG203QJuuw65+FHEv73x3/UpeGLuAwAeRPAG1qEcLQAAAKyv7nYGfW8XAU0ScgNKc9t1yK9ExO/c+O/6FDwx9wEADyJ4A+tQjhYAAADWV3c7g7qDPUAi5EYdhLmo213XIX8Y/Q2emPsAgAfZaPsAoHijsYtNAAAAWMdwEDE9T4GYuSpXldcd7AGSxZBbxPWQm/EzVjEPc+1cpO/t6SzMFeE9RXXuug75xp+MePm1dL0wHERMjvr1vjP3AQBLU/EGAAAAgHbV3c5gOEgTaIv61C4CmiLkRtVULKMJd12H/N2/H/H6bcSHy7QVQgEA7iB4A7lROhUAAIC+qbudQd3BHiARcqNqwlw0QVslAGBNWk1BTpROBQAAoK/qbGcw/7mH+/1tFwFNODi6MbYVKeQ2EXJjRXW3IoQ5bZUAgDWoeAO3aavqjNKpAAAAUI/RWLsIqFvbVSNUku4eFcsAACiAijdwU5tVZ5ROBQAAAKBkbVWNUEm6m1QsAwCgACrewE1tVp3RBxsAAAAAHk4l6fbVVXFIxTIAADIneAM3tVl1RulUAAAAAHg4laTbNa849OI84uQqbfd2tfsCAKAXBG/gpjarzrTdBxsAAAD6rK5qDUD9VJJul4pDAAD0mOAN3NR21RmlUwEAAKB5qjVA2doe0+u7kioOCVkCAFCxjbYPALIzD7oc7qcbw+EgYnIkAAMAAABdtlitIeJ6tQZjApA/Y3rtGg4ipucfv0Mj8qw4NA9Z7lykYNB0FrKM8F4BAGBlKt7AbVSdAQAAgH4pqVoDcDtjeu0ppeKQllgAANRAxRsAAAAAKKVaA0COSqk4JGQJAEANVLwBAAAAgLuqNfziX4h4/iziyeO0PTtt9TABslVCxaHhIIUqFwlZAgCwJsEbaMPZqUE7AAAAyMloHDE5jnj5NGLnUdr+138p4nf+acSL84iTq7Td23UfD1CqUlpiAQBQFMEbaNrZaRqkM2gHAAAAeblZreGf/7OInYvUfmoj0nbnIrVSAeC6EhYb3haynBznWZ0HAIBiCN5A0w73DdoBAADVK2GyC0rz5l3E1o19W7P9AHxU0mLDElpiAQBQFMEbaFrug3YG6wEAoDwlTXZBSYaDiOmNfdPZfgA+stgQAIAeE7yBpuU8aGewHgAAymSyC+pxcBRxshnxKiLeR9qebKb90DUWY7GO3BcbAgBAjQRvoGk5D9oZrAcAgDKZ7IJ6jMYRk+OIl08jdh6l7eRYWxK6x2Is1pXzYkMAAKiZ4A00LedBO4P1AABQJpNdUJ/ROOL124gPl2mbw/07VM1iLNaV82JDoF9UcAOgBRttHwD00mic50DdcBAxPU+DK3MG6wEAIH8HR6kywc5FCs9PI012TUx2AbAEi7FY13ys83A/vW+Gg3QdkuMYKNBd8wpuP70vmlVwi/B9BECtVLwBPrIyBQAAynRfZU0rPgH4HJXTqIIKYUDbVHADoCWCN8BHObfBAgAA7nfbZNd8xeeL84iTq7Td2xW+AeA6i7EA6AIV3PrNohOgRYI3wHVWpgAAQHdY8QnAMizGqpaJP4B2qODWXxadAC0TvAG4jQESAAC6wIpPAJZlMVY1TPwBtEcFt/6y6ARomeANwE0GSAAA6AorPgGgWSb+ANqjglt/WXQCtEzwBuAmAyQAAHSFFZ8A0CwTfwDtUsGtnyw6AVomeANwkwESAAC6wopPAGiWiT8AWM3ZacTzZxFPHqftQ7oQWHQCtGyj7QMAyM5wEDE9T5Vu5gyQAABQqtFY0AYAmnJwlFqW71ykhVzTSBN/ExN/AHCns9Mb58/z9DhiufvZ+X9zuJ8WUQ8H6dzrXhhoiIo3ADdJRgMAAACwCtXmAODhDvdT6GY7UtmI7UiPD/eX/xnajAEtUvEG4CbJaAAAAABWpdocADzMm3ep0s2irdl+gAII3gDcxgAJAAAAAABA/YaD1F5qe2HfdLYfoABaTQEAAAAAAADQjoOjiJPNiFcR8T7S9mQz7QcogOANAAAAANCes9OI588injxO27PTto8IAIAmjcYRk+OIl08jdh6l7eRYZwKgGFpNAQAAAADtODuN2NuN2LmI2IrUYmBvN/2biRYAgP4YjV3/AcVS8QYgB1b3AQAA0EeH+yl0sx1pieB2pMeH+y0fGAAAACxHxRuAtlndBwAAQF+9eZfuhRdtzfYDAABAAVS8AWib1X0AAORKZUagbsNBxPTGvulsPwAAABRA8AagbVb3AQCQo3llxhfnESdXabu3K3wDVOvgKOJkM+JVRLyPtD3ZTPsBAACgAII3AG2zug8AgBypzAg0YTSOmBxHvHwasfMobSfHWi9DE1S2AwCASgjeALTN6j4AAHKkMiPQlNE44vXbiA+XaZtz6EZQga5Q2Q5oi3MpAB0keAPQNqv7AADIkcqMdzNZAP0kqECXqGwHtMG5FICOErwByEFJq/sAAOgHlRlvZ7IA+ktQgS5R2Q5og3MpAB0leAMAAAB8SmXG25ksgP4SVKBLVLYD2uBcCkBHCd4AAAAAt1OZ8VMmC6C/BBXoEpXtgDY4lwLQUYI3AAAAAMsyWQD9JahAl6xT2e7sNOL5s4gnj9NWu0VgWc6lAHSU4A0AAADAskwWQP7qCgVowUfXrFLZ7uw0Ym834sV5xMlV2u7tCt8Ay3EuBaCjNto+AAAAAIBizCcFDvdTe6nhIGJyZLIAcjEPBexcpDZw01koIKKaz+lo7PNOvx3up8/X9uzxdqTHh/s+G8BynEsB6CAVbwAAAAAeYpUKAUAzFkMBG3E9FACs7827FGpbtDXbDwAAPSV4AwAAAAB0g1AA1Gs4iJje2Ded7QcAgJ4SvAEAAAAAukEoAOp1cBRxshnxKiLeR9qebKb9AADQU4I3AAAAAEA3CAXk5+w04vmziCeP0/bstB+/u6tG44jJccTLpxE7j9J2cqztIrfzGQQAemKj7QMAAAAAAKjEfPL/cD+1lxoOIiZHQgFtOTuN2NuN2LlILb+m5+lxRP1/kzZ/d9eNxl5DPs9nsNvOTq+faw+cawHoNxVvAAAAAIDuGI0jXr+N+HCZtiYC23O4nybdtyMtAd2O9Phwv9u/G/AZ7LJ5qOrFecTJVdru7apoBECvCd4AAAAAAFC9N+9SpYtFW7P9Xf7dgM9glwlVAcAnBG8AAAAAAKjecBAxvbFvOtvf5d8N+Ax2mVAVAHxC8AYAAAAAgOodHEWcbEa8ioj3kbYnm2l/l3834DPYZUJVAPCJjbYPAAAAAACADhqN0/ZwP1VCGA4iJkcf93f1dwM+g112cBSxt5vaS21FCt2cbKa/LwD0lOANAAAAAAD1GI3bm2hv83cDPoNdJVQFAJ/QagoAAABYz9lpxPNnEU8ep+3ZadtHBAAA1GU0jnj9NuLDZdoK3QDQcyreAAAAAKs7O71Rav48PY4wAA8AAABA56l4AwAAAKzucD+FbrYjLe/ZjvT4cL/lAwOADlJlDgAAsiN4AwAAAKzuzbtU6WbR1mw/AFCdeZW5F+cRJ1dpu7crfAPQBMFHAO4heANQFxfiAAD0wXAQMb2xbzrbDwBUR5U5usCYKSUSfATgMwRvAOrgQhwAgL44OIo42Yx4FRHvI21PNtN+AKA6qsxROmOmlErwEYDPELwBqIMLcQAA+mI0jpgcR7x8GrHzKG0nx2k/AFAdVeYonTFTSiX4CMBnCN4A1MGFOAAAfTIaR7x+G/HhMm2FbgCgeqrMUTpjppRK8BGAzxC8AaiDC3EAAAAAqqTK3MOdnUY8fxbx5HHaamnULmOmlErwEYDP2Gj7AAA66eAo9SfeuUirNqaRLsQnLsQBAAAAWNFoLGizrLPTG+Nz5+lxhNewLcZMKdX8O+NwP1VoGg7S+9Z3CQAzKt4A1MEKJAAAAABoz+F+CnhsR1qCvB3p8eF+ywfWY8ZMy6V6lPa6ANxL8AagLi7EAQBgdQb3AYB1vHmXqqos2prtpz3GTMszrx714jzi5Cpt93ZdnwPAAsEbAAAAIC8G9wGAdQ0HqZXRoulsP7A81aMA4LMEbwAAAGAVKrLUx+A+UCff39APB0cRJ5sRryLifaTtyWbaDyxP9SgA+KyNtg8AAAAAijOvyLJzkQadp7OKLBHK5VfB4D5QF9/f0B/zz/ThfrqGGA4iJkc+6/BQw0E6X24v7FM9CgCuUfEGAAAAHkpFlnppDQHUxfc39MtoHPH6bcSHy7QVuoGHUz0KAD5L8AaA5inrDQCUTkWWehncB+qS8/e3e2UAcjQaR0yOI14+jdh5lLaTY0E2AFig1RQAzVLWGwDoAuXW66U1BFCXXL+/3SsDkLPR2PkIAO6h4g0AzVLWGwDoAhVZ6qc1BFCHXL+/3SsDAAAUS/AGgGblXNYbAGBZyq0DlCnX72/3yrRNqzMAAFiZ4A0AzRoOUhnvRTmU9QYAeCgVWQDKlOP3t3tl2jRvdfbiPOLkKm33doVv7nIjpPT1L75o+4gAAGiZ4A0Azcq1rDcAd7P6FQCgXu6VaZNWZ8u7JaT0C7954B4JbjKOAEDPCN4A0Kxcy3oDcDurX4GuMPgP+evz59S9Mm3S6mx5t4SUHn/nJ0JKsMg4AgA9JHgDQPNyLOsNwO2sfgW6wOA/5M/n1L0y7dHqbHnLhpT6HCQE4wgA9JDgDUCXuckHYF1WvwJdYPAf8udzCu3R6mx5y4SUBAnpO+MIAPSQ4A1AV7nJB6AKVr8CXWDwH/Lncwrt0epsebeElC5/+6vXQ0qChPSdcQQAekjwBqCr3OQDUAWrX4EuMPhPneqoNNrH6qU+p9Aurc6Wc0tI6Ye/fnj99RIkzFMfz61tMY5wO+9BgE7baPsAAKiJm3wAqjAfQD7cT+eQ4SBicmQgHijLwVGq/rhzka6Jp5EG/yc9H/xnffNKoz99b80qjUasfq6s42eWwOcUKMVofO37+MdffhnfWPz34SB9d28v7BMkbFdfz61tMY7wKe9BgM5T8Qagq6wWBKAqVr8CpdNCg7rUUWm0r9VLfU6BrlDtIz99Pbe2yTjCdd6DAJ2n4g1AV1ktCAAAH91YnQ6VqKPSaJ+rl/qcAl2g2kd++nxuJQ/egwCdp+INQFdZLQgA9MnZacTzZxFPHqft2WnbRwT0QR2VRlUvBSifah95cW6lbd6DAJ0neAPQZW7yAYA+ODtNlf5enEecXKXt3q7wDVC/OtqJaFECANVybqVt3oMAnSd4AwAAQBnuqmpzuJ/aa25Haqi8Henx4X5rhwr0RB2VRlUvBYDr1q1u2dVzq6qf5ejqexCAn9po+wAAAADgs+ZVbXYuIrYiYjqrahMR8eZd2rdoa7YfoG6jcfWTJnX8TFjV2WkKs755l1piHBx5fz6U1xBWd999wEM+R107t1b1utCcrr0HAbhGxRsAAADyd19Vm+EgYnrjv59G2g8ArE47x/V5DWE9qlvezusCAFkRvAFfWClxAAAgAElEQVQAACB/91W1OTiKONmMeBUR7yNtTzbTfgBgdSZ21+c1hPWobnk7rwsAZEXwBuBzVumVq78uACVzHiNH91W1GY0jJscRL59G7DxK28mxMt4AsK66Jnb7dL1pchzWo7rl7bwuAJAVwRuA+6xSDlgJYUrUp0FP4H7OY+Tqc1VtRuOI128jPlymrdANAKyvjondvl1vmhyH9ahueTuvCwBkRfAG4D6rlANWQpjS9G3QE7if81h/5R7CVNUGAJpXx8Ru3643TY7DetwH3M7rAgBZ2Wj7AACytko5YCWEKc3ioGfE9UFPN+vQP85j/TQPYe5cpL/3dBbCjMjrXDAa53U8ANB18/Pu4X66HhwOIiZH652P+3a9WcdrCH3jPuB2XhcAyIaKNwD3WaUcsBLClKZvg57A/ZzH+qlvK88BgOVV3c6xj9ebWmICAECnCd4A3GeVcsBVlhDOveVDSbyWd+vjoCdwN6Xw+0kIEwBoiutNAACgYwRvAO6zSq/cqvrrzls+vDiPOLlK271dgZFVeC3vZ9ATWNRWn3gByXYJYQIATWnrehMA1mHcAoB7CN4AfM4q5YCrKCGs5UN1Snkt27p5M+gJ3NR0KXwByfYJYZbPIDAAJdF6CYCSGLcA4DMEbwBypeVDdUp4Ldu+eTPoCbSplIBklwlhlq3t6wgAaJPwKQB1M24BwGcI3gDkSsuH6pTwWrp5A/qshIBkHwhhlst1BAB9JXwKQBOMWwDwGYI3ALnS8qE6JbyWbt6AdZW80reEgCTkzHUEAH0lfApAE5oYtyh5XAcAwRuAbGn5UJ0SXkuTzsA6Sl/pW0JAEnLmOgKAvhI+BaAJdY9blD6uA4DgDUDWtHyoTu6vpUlnYB2lr/QtISAJOXMdAUBfCZ8uTyUFgNXVPW5R+rgO/z979xsa6Zbfif2rbnlmEN5ZSDDYGahu1qlUz2rzJrOwDizkhRdCzEASN4SlKrBRDMIMJhtvtGxAQWwEIm/KDA7rsVGyCIeUMITeELjYSVjDQkjWSZhkIGluVxpDq2EZw5IXcRZx4+1u5cUpuUtqSa0/VfX8+3zeHOrce3UflZ4/55znd34/gKxXfQAAQD5O0vZ3y868fi8ZH3jpDNzOqnf6Hk8u3q/2FnC/Go7c8+C+jCMA6Kq9g5IRYOu0jH+nKcGnY8GnF5xnUvjT72mWSSExXgC4rWWuW8jgBtB4Am8AoC68dAbuq98ri+ebc33L2ulr0R7qyTgCgC4SfHo785kUkouZFHxXANVb5boOAEuh1BQAADTdKsvMSH8MAECd1L20dB3IpABQb8oHAzSejDcAANB0q9zpa9EeAACaRSYFgHqTwQ2g8Raa8WYwGDwaDAa/NRgM/uFgMPgHg8Hgn1/kzwcAAK6xqp2+/V5ZpJ9n0R4AABbneJI8e5o8flTa48nDfp5MCgD1J4MbQKMtutTUv5HkG9Pp9F9O8h8m+bUF/3wAAKBKFu2h/Rb9sg8AuL3jSbKznTw/SY7OSruz/bDn8XCUjA+TF0+SrbXSjg+91AUAgAVZdODNX07y3ybJdDr9gyR/ccE/HwCaxYsroG0s2kO7LeNlHwBwe/u7ydZpKQu1ntJunZb+h5BJAQAAlmbt7OxsYT9sMBj850leTKfT35t9fpvkz02n03dX/fs/+tGPzr7+9a8v7P/P9b766qt84xvfqPowADrlm198kZ/5tb08+qWvkkGSafLh734jP/4P9vPH3/3ug3++e3t3fPOLL/JTv/X9/MSbP8o/ffrT+ce//KsLOYeAenJ/p0o/+92fz9f+6o/LS75zL5M/+Z2fyR9+8fuVHRe0gfs7cBvP/sJm1o7OStDNuXfJ2dZaXv2fLys7Lq7n/g7QTu7vwGWnp6c//M53vnNl8pn1qzof4I+T/Jm5z4+uC7pJkq9//ev59re/veBD4Cpffvml7xpg1f7Nfy35pa8+vrjaTB790lf51t/9jXzrb/7NB/949/aOOJ4k3//bZYfjIPna9Mf51vf/dr71rX/ODkVoKfd3KvXmj0rA8LxB8rU3f+S8hAdyfwdupd9LpicXg2CnyVq/5x5yW8eTkiHo9dvyfe4dLHX+7P4O1NqK74lt4v4OXPbDH/7w2n+26FJT/2OSX0iSwWDwc0n+jwX/fABojtdvr3xxlddvl/f/VNqqfZaVZhwArtLvJdNLfdNZPwCwfHsHydFG8jLJu5T2aKP083nKZgJ85J4IsDKLDrz5r5N8NRgM/qck30/yqwv++QDQHKt+cWUi1U5VBHAB0F23edkn0BcAlmc4SsaHyYsnydZaaceHd8tO0OVntc0rAB+5JwKszEJLTU2n0w9JfnmRPxMAGmvvoAS+zEoEZZry4mq8pF1q8xOp5OJESvrQ5romzbjMAwAsxfmYYT4V+XguFfl5oO+fjm9mgb7z/y0AdNkiSnoMR/d/rnb9WW3zCsBH7okAK7PojDcAwLlF7FK7CxOpdpJmHIBVG46SV2+S9x9KOz92sWMSAK5Xh0y0XX9WK5sJ8JF7IsDKCLwBgGW66cXVoplItdOqA7jgPrqcyh66RqAvAFyvDkEvXX9W27wC8JF7IsDKLLTUFABQoVWXtmJ1HpJmHJat66nsoWuUQASA69Uh6KXrz+rPlc0E6BL3RICVkfEGANpCZhSgCnXY1Qusjh2TQNfJ9MdN6pCJ1rN6tdmHAerOPRFgJQTeAECbmEgBq1aHXb3A6gj0BbrsPNPf85Pk6Ky0O9uCb/ioDkEvi3hWCzADAIA7EXgDAADcXx129QKrJdAXaIpFBw/I9Mfn1CVA9SHPagFmAABwZwJvABbBTiBgkdxTaJI67OoFALhsGcEDMv1xG4sOUF31/FCAGSyfdR8AaB2BNwAPZScQd1HFxNpkvlm6dk9xfjZfXXb1AgDMW0bwgEx/rFoV80MBZrBcXVv3AYCOEHgD8FB2AnFbVUysTeabp0v3FOdneyg7AwDUzTKCB2T6Y9WqmB+2PcDM5g+q1qV1HwDoEIE3AA9lJxC3VcXE2mS+ebp0T3F+AgCwLMsIHpDpj1WrYn7Y5gAzmz+ogy6t+wBAhwi8AXiotu8EYnGqmFibzDdPl+4pzk8AqJZd/7TZsoIH6pTpzzXcflXMD9scYGbzB3XQpXUfAOgQgTcAD9XmnUAsVhUTa5P55unSPcX5CQDVseuftmtz8EDiGu6KquaHdQowWySbP6iDLq37AECHCLwBeKi2L+axOFVMrE3mm6dL9xTnJwBUZ1W7/mXkoEptDR5IZO7oivvOD917r2bzB3XQpXUfuI7nFNBC61UfAEArDEcmR3ze+Tmyv1t2U/V7yfhguedOFf9PHq4r9xTnJwBUZxW7/s8zcmydlp89nWXkSDzv4aFk7niY48nFechejechd50fuvdeb+/g0neTsvljvKDNH006r6hWV9Z94CqeU0BLyXgDAKtUxY7LNu/ypPmcn8BD2SkH97OKXf8ycsDyyNxxf20v0+Xee71lZhpp+3kFsCieU0BLCbwBAACgmerwgkPgD021ipKPMnLA8ijben9tf+Hn3nuzZW3+aPt5BbAonlNASwm8AQAAoJmqfsFRh8AfuK9l7vo/JyMHLM8qruG2avsLP/fearT9vAJYFM8poKUE3gAALJLMBwCrU/ULjqoDf+Chll3yUUYOWK5FXMNdnL/U6YXfMr5/995q1Om8AqgzzymgpdarPgAAgNY4z3ywdVpe/E5nmQ8SO08BlqHfK/fazbm+Vb7gqDrwB+rufPyzv1uui34vGR8YF0FddHX+sndw6fdOeeE3XvELv2V9/+691ajLeQVQd55TQEvJeAMAsCgyHwAUq9o9X/VOOTub4fOWnVUHuL+uzl/qUqZrmd+/e+/q1eW8olu6mLWMdvCcAlpI4A0AmKSyKDIfAHzcvf38JDk6K+3O9nKer1W/4Kg68AcAHqLL85c6vPDr8vffVnU4r+iOVc67AIDPEngDQLeZpLJIMh8ArH73fJUvOKoO/AGAhzB/qZbvH3iIrmYtg6rZxAtcQ+ANAN1mksoiyXwA0L3d23Y2A9BU5i/V8v0DD9G1eRfUgU28wA3Wqz4AAKiUSSqLdP6ydX+3nEP9XjI+8BIW6JZ+L5melGDWc3ZvA0D9mL9Uy/cPPIR5F6ze/Cbe5OImXs9v6DwZbwDoNqmdWTSZD4Cus3sbqBvp4OF65i/V8v0D92XeBatnEy9wA4E3AHSbSSoALNZwlIwPkxdPkq210o4PvUgCqiEdPMDnCVCE5jHvgtWziRe4gVJTAHSb1M4AsHjDkWcpUA/SwQPc7DxAceu07NqfzgIUE/dJqDvzLlitvYNLz8yUTbxjm3gBgTcAYJIKAABtJR08wM0EKALA7djEC9xAqSkAqIpUzgAAsFzSwVMX5n/UlQBFALi94Sh59SZ5/6G0gm6AGYE3AFCF81TOz0+So7PS7mxbfAUAgEXaOyjp318meZfSHm2UflgV8z/qTIAiAAA8mMAbAKjCfCrn9VxM5QwAACzGcJSMD5MXT5KttdKOD+1MZbXM/6gzAYoAAPBg61UfAAB0klTOAACwGsORQBuqZf5HnZ3fH/d3yznZ7yXjA/dNAAC4AxlvAKAKUjlTd8eT5NnT5PGj0kqDDwDwkbESd2H+R90NR8mrN8n7D6UVdAMA7WQeA0sj8AYAqiCVM3V2PEl2tpPnJ8nRWWl3tk3EAAASYyXuzvwP6CoveLkt5wosn3kMLJXAGwCownCUjA+TF0+SrbXSjg/tKqMe9neTrdNkM6Uw6WbK5/3dig+MSlkEA4DCWIm7Mv8DusgLXm7LuQKrYR4DS7Ve9QEAQGcNRxZaqafXb5PBpb7BrJ9uOl8E2zot58J0tgiWuI8B0D3GStyH+R/QNfMveJOLL3jdD5nnXIHVMI+BpZLxBgCAi/q9ZHqpbzrrp5vsiAGAj4yVoD5kZYT6eugLXtd3dwgGgNUwj4GlEngDAMBFewfJ0UbyMsm7lPZoo/TTTRbBAOAjYyWoB6VJoN4e8oLX9d0tggFom0UFDi46ANE8BpZK4A0AABcNR8n4MHnxJNlaK+34UHrfLrMIBgAfGStBPcjKCPX2kBe8ru9uEQzAKi07m9aiAgeXEYBoHgNLJfAGAIBPDUfJqzfJ+w+lNQHrNotg1IV0883m70ebGCtB9WRlbC5jgm54yAte13e3CAZgVVaRTWtRgYPLCkA0j4GlEXgDAADczCIYy3KXly7SzTebvx+0k5fnVElWxmYyJuiW+77gdX13j2AAVmEV2bQWFTgoABEaR+ANAADweRbBWLS7vnSRbr7Z/P2gfbw8p2ptzsrY5qA2YwJuo83XN1CdVQSzLCpwUAAiNI7AGwAAAFbvri9d7PZqNn8/aB8vz6laW7Mytj2ozZiA22jr9Q1UaxXBLIsKHBSACI0j8AYAAIDVu+tLF7u9ms3fD9rHy3PqoI1ZGdse1GZMwG218foGqrWKYJZFBQ4KQITGEXgDAADA6t31pYvdXs3m78ddtKnEytzv8rPf/flm/y6XeXkOy9H2oDZjAgCqsqpglkUFDgpAhEZZr/oAAAAA6KC9g1I2Yeu0vEyaprx0GV/z0uV8gWl/t7x46vfKv2vhqRn8/bit8xIrf3pvmJVYSZp3vlz6Xb42/XFzf5er3PU+DtxOv1fufZtzfW0KajMmAKBKw5FnDrAUMt4AAACwevfZaWa3V7P5+9VbXbLMtKnESpt+l6tIf393dbnOquZ7uFkXMsIYEwAA0DICbwAA+DyL48AyeOkC9XCemeX5SXJ0Vtqd7Wqe920qsdKm3+U67uO3V6frrEq+h88T1HY1c1IAAGpM4A0AADezOA4A7VanzCz9XimpMq+pJVba9LvwcHW6zqrke7gdQW0XmZMCAFBzAm8AALiZxXEAaLc6ZWZpU4mVKn8XmSHqp07XWZV8D9yHOSmwTMZNACyAwBsAAG5mcRyg2yxEt1+dMrO0qcTKpd/lT37nZ1bzu8gMUU91us6q5HvgPsxJgWUxbirM+QAeTOANAAA3szgOXMXCXDdYiO6GumWZaVOJlbnf5Q+/+P3V/C4yQ9RT3a6zqvgeuA9zUmBZjJvM+QAWROANAAA3szgOXGZhrjssRHdDm7LMIDNEXbnOCt8D92FOCiyLcZM5H8CCCLwBAOBmFseByyzMdYeF6O5oU5aZrpMZor5cZ4XvgbsyJwWWxbjJnI/Pk/EYbkXgDQAAn2dxHJhnYa47LERD88gMAbSROSmwDMZN5nzcTMZjuDWBNwAAANyNhbnusBANzSMzBADA7Rg3mfNxMxmP4dYE3gAAAHA3Fua6w0I0NJPMEFA/yjQA1FPXx02rnPO18Vm4jN+pTt+TjMdwa+tVHwAAAAANc74At79bFlv6vWR80L0Fyq4YjvxtAeAhzss0bJ2Wl1XTWZmGxDMW2uB4cnFutGduRMOsYs7XxmfhMn6nun1P/V45hs25PhmP4Uoy3gAAAHB3Xd8VCCxfnXZ6AjyEMg3QXucvyZ+fJEdnpd3ZNm6By9r4LFzG71S370nGY7g1GW8AAAAAqJe67fQEeAhlGqC95l+SJxdfkhuzwEdtfBYu43eq2/ck4zHcmow3AAAAANRL3XZ6AjxEv1fKMsxTpgHaoW4vyaGu2vgsXMbvVMfvScZjuBWBNwAAAFAl5XTgU15iAW2iTAO0V7+X/L0kfyvJvz1r/16aHUwAy9DGZ+Eyfqc2fk/QEUpNAQAAQFWU04Gr9Xvletic66t6pyfAfSnTAO31V34hmfxm8r3MxvNJfpBk9AvVHhfUTRufhcv4ndr4PUFHCLwBAACAqsyX00kultOxsEaX7R1cCkpL2ek5ttMTaKjhyLMd2ujv/24Jupkfz38vyYvfre6YoK7a+Cxcxu/Uxu8JOkCpKQAAAKiKcjpwteEoGR8mL54kW2ulHR9agL4rpewAYLmM5+vJGAiAFZPxBgAAAKqinA5cz07Ph1HKDgCWz3i+foyBAKiAjDcAAABQlb2DUj7nZZJ3Ke3RRukHeIj5UnbruVjKDgBYDOP5+jEGAqACMt4AAABAVc53XO7vlnT0/V4yPrATE3g4pS8AYPmM5+vHGAiACgi8AQAAgCoppwMsg9IXALAaxvP1YgwEQAWUmgIAAACAtlH6AgDoImMgACog4w0AAAAAtI3SFwBAFxkDAVABGW8AoG6OJ8mzp8njR6U9nlR9RAAAQBMNR8mrN8n7D6X1wgmgOawPwf0ZAwGwYgJvAKBOjifJznby/CQ5OivtzrbFFQAAAICusD4E0G6CK6F1BN4AQJ3s7yZbp8lmSkHIzZTP+7sVHxgAAAAAK2F9CKC9BFdCKwm8AYA6ef02GVzqG8z6AQAAAGify5kP/q8T60MAbSW4ElpJ4A0A1Em/l0wv9U1n/QBNJHUuAABNVMU41ti5m67KfLCxZn0IoK1svoVWEngDAHWyd5AcbSQvk7xLaY82Sj9A00idCwBAE1UxjjV27q6rMh/8lbPkB2vWh2gHQYWr5fuuP5tvoZUE3gBAnQxHyfgwefEk2Vor7fiw9AM0jdS5AAA0URXjWGPn7roq88EvJvl/zqwP0XyCClfL990MNt9CK61XfQAAwCXDkYUUoB2kzgUAoImqGMcaO3dXv5dMT0qw1blpkn/hSfLqTUUHBQsyH1SYXAwqtP65eL7vZjj/W+zvlud8v5eMD/yNoOFkvAGAupAGFGgbqXMBAGiiKsaxxs7dJfMBbSaocLV8380xHJXgyvcfSivoBhpP4A0A1IE0oEAbWUAGAKCJqhjHGjt3l7LjtJmgwtXyfQNURuANANSBWu5AG1lABgCgiaoYxxo7d5vMB7SVoMLV8n0DVEbgDQDUgTSgQFtZQL69WcnBZ39hU8lBrqc0JQCsRhXjWGNnoG0EFa6W7xugMgJvAKAOpAEFaLaHBkPMlRxcU3KQ6yhNCQBwPQHKUE+CClfL9w1QCYE3AFAH0oACNNcigiGUHOQ2nCcAQCLA5CoClAEAqJDAGwCoA2lAAZprEcEQSg5yG86Tu/FSEoA2EmByNQHKAABUSOANANSFNKAAzbSIYAglB7kN58nteSkJQFsJMLmaAGUAACok8AYAAOAhFhEMoeQgt+E8uT0vJQFoKwEmVxOgDABAhQTeAAAAPMQigiHmSg6eKTnIdZSmvD0vJQFoKwEmVxOgDNSZMrgArbde9QEAAAA02nnQw/5ueanf7yXjg7sHQwxHyXCUV19+mW9/+9uLP07aYXae8Bn9XjI9KZluznkpCUAb7B2U8olbpyWodJoSYDLueIDJosbkAIt2Xgb3T+/bszK4iXsUQIvIeAMAAPBQw1Hy6k3y/kNpLZ4tj52C3IZd7wC0lQx41zMmB+pIGVyAThB4AwAAQDOc7xR8fpIcnZV2Z7tewTcCg+rBS0kA2kyACUBzKIML0AkCbwAAAGiGuu8UbEJgUJd4KQkAANzHIjdU9HulLOA8ZXABWkfgDQAAAM1Q952CdQ8MAgAA4GaL3lChDC5AJwi8AQAAoBnqvlOw7oFBAAAA3GzRGyqUwQXoBIE3AAAANEPddwrWPTAIAACAmy1jQ4UyuACtJ/AGAACAZqj7TsG6BwYBAABwMxsqALgHgTcAAAAs1/EkefY0efyotMeT+/+sOu8UrHtgEAAAADezoQKAexB4AwAAwPIcT5Kd7eT5SXJ0Vtqd7YcF39RZnQODAAC42iIDxYFms6ECgHtYr/oAAAAAaLH93WTrNNmcfd5M+by/a+ESAIDqnQeKb50mgyTTWaB4YrwKXTUcuf4BuBMZbwAAAFie12/LC4x5g1k/AABUbT5QfD0XA8UBAOAWBN4AAACwPP1eMr3UN531AwBA1QSKAwDwQAJvAAAAWJ69g+RoI3mZ5F1Ke7RR+gEAoGoCxQEAeCCBNwAAACzPcJSMD5MXT5KttdKOD0s/wGXHk+TZ0+Txo9IeT6o+IgDaTqA4AAAPtF71AQAAANByw5FAG+DzjifJznaydVpKfExPyufEPQSA5Tl/xuzvlvJS/V4yPvDsAQDg1mS8AQAAAKB6+7sl6GYzZavYZsrn/d2KDwyA1huOkldvkvcfSivoBqiSLJAAjSPjDQAAAADVe/22ZLqZN5j1AwBAF8gCCdBIMt4AAAAAzWQnaLv0e8n0Ut901g8AAF0gCyRAIwm8AQAAAJrnfCfo85Pk6Ky0O9uCb5ps7yA52kheJnmX0h5tlH4AAOgCWSABGkngDQAAANA8doK2z3CUjA+TF0+SrbXSjg+l1AcAoDtkgQRoJIE3AAAAQPPYCdpOw1Hy6k3y/kNpBd0AANAlskACNNJ61QcAAAAAcGf9XjI9KZluztkJCgAANNl54Pn+btlU0O8l4wMB6QA1J+MNAABw0fEkefY0efyotMeTqo8I4FN2ggIAAG0kCyRA4wi8AQAAPjqeJDvbyfOT5OistDvbgm+A+hmOkvFh8uJJsrVW2vGhRWkAgMSGCgCAFVJqCgAA+Gh/N9k6/Vi6ZTPl8/6ul9lA/QxH7k0AAJedb6jYOk0GKeU5d7bLPzN2AgBYOBlvAACAj16/LQuz8wazfgAAAOpvfkPFei5uqAAAYOEE3gAAAB/1e8n0Ut901g8AAED92VABALBSAm8AAICP9g6So43kZZJ3Ke3RRukHgNs6niTPniaPH5X2eFL1EQFAd9hQAQCwUutVHwAAAFAjw1Fp93fLbsh+LxkffOwHgM85niQ726WkxSDJ9KR8TjxPAGAV9g4uPYtTNlSMbagAAFgGgTcAAMBFw5EXowDc3/5uedG3Ofu8mfJ5f9fzBQBWwYYKAICVUmoKAAAAgMWVh3r9tuyunzeY9QMAqzEcJa/eJO8/lFbQDQDA0sh4AwAAANB1iywP1e+V/35zrm866wcAAABoGRlvAAAAALpuvjzUei6Wh7qrvYPkaCN5meRdSnu0UfoBAAAAWkbgDQAAAFBfiyp/xM0WWR5qOErGh8mLJ8nWWmnHh0pcAMBtGPsAADSOwBsAAACgns7LHz0/SY7OSruz7QXUMvR7pRzUvIeUhxqOkldvkvcfSivoBpbPy3poPmMfAIBGEngDAAAA1NMiyx9xM+WhoNm8rId2MPYBAGgkgTcAAABAPS2y/BE3Ux4Kms3LemgHYx8AgEZar/oAAAAAAK7U7yXTk/IC+dxDyh9xs+FIoA00lZf10A7GPgAAjSTjDQAAcHfHk+TZ0+Txo9IqYwAsg/JHQNfcd4zV75WX8/O8rIfmMfYBAGgkGW8AAIC7OZ4kO9ulfMEgZUfmznb5ZzIlAIt0fk/Z3y1ZG/q9ZHzgXgO000PGWHsHl/7blJf1Yy/roVGMfQAAGkngDQAAcDf7u+Wlznn6882Uz/u7FoSBxVP+COiKh4yxvKyH9jD2AQBoHIE3AADA3bx+W3ZSzxvM+gEAuJ+HjrG8rAcAAKjEo6oPAAAAaJh+r5QvmDed9QMA8KnjSfLsafL4UWmPJ5/+O8ZY0D23uTcAAFB7Am8AAIC72TtIjjaSl0nepbRHG6UfAICLjifJznby/CQ5OivtzvanL9iNsaBbbntvAACg9gTeAAAAdzMcJePD5MWTZGuttONDpQ0AAK6yv5tsnSabSdZT2q3T0j/PGAu65bb3BgAAak/gDQCwPFImQ3sNR8mrN8n7D6UdjlzzUBXXHnXkvISPXr9NBpf6BrP+y64aYwHtdJd7AwAAtbZe9QEAAC11njJ567QsHE1nKZMTi8fQRq55qIZrjzpyXsJF/V65Djbn+qazfqC73BsAAFpDxhsAYDmkTIZucc1DNVx71JHzEi7aO0iONpKXSd6ltEcbpR/oLvcGAIDWkPEGAFgOKZOhW1zzUA3XHnXkvISLzjM97e+W66DfS8YHMkBB17k3AAC0hsAbAGA5pEyGbnHNQzVce9SR8xI+NRx5mQ58yr0BAKAVlJoCAJZDymToFtc8VMO1R7Xv4u4AACAASURBVB05L2mD40ny7Gny+FFpjydVHxEAAAA1JeMNALAcUiZDt7jmoRquPerIeUnTHU+Sne1k67SUSZuelM+J85jqHE8u3lf33FcBAKAuBN4AAMsjZTJ0i2sequHao46clzTZ/m4Jujkvl7aZ8nl/13lNNQSDAQBArSk1BQAAAABw7vXbEtwwbzDrhyrMB4Ot52IwGAAAUDmBNwAA8BDHk+TZ0+Txo9IeT6o+IgAAHqLfS6aX+qazfqiCYDCuYi4KAFAbAm8AAOC+zlO+Pz9Jjs5Ku7NtwRMAoMn2DpKjjeRlkncp7dFG6YcqCAbjMnNRAIBaEXgDAAD3JeU7AED7DEfJ+DB58STZWivt+LD0QxUEg3GZuSgAQK2sV30AAADQWFK+AwC003Ak0Ib6OD8X93fLXKPfS8YHztEuMxcFAKgVGW8AAOC+pHxvn+NJ8uxp8vhRaaVqBwCgDoaj5NWb5P2H0gq66TZzUQCAWhF4AwAA9yXle7scT5Kd7eT5SXJ0VtqdbcE3AABAvZiLAgDUilJTAABwX1K+t8v+brJ1mmzOPm+mfN7f9TcFAADqw1wUAKBWZLwBAICHkPK9PV6/TQaX+gazfngIJcwAAFg0c1EAgNqQ8QYAACApu0SnJx8z3iTJdNYP93VewmzrtARyTWclzBIvRwAAAACgBWS8AQAASJK9g+RoI3mZ5F1Ke7RR+uG+5kuYrediCTMAAAAAoPEE3gAAACQl+8j4MHnxJNlaK+34cPFZSZQd6hYlzACAZTK2BACAygm8AQCAOrFwXq3hKHn1Jnn/obTLCLrZ2U6enyRHZ6Xd2fZ3vkpbroV+r5Qsm6eEGQCwCMaWAABQCwJvAACgLiyct5+yQ7fTpmtBCTMAYFmMLQEAoBYE3gAAQF1YOG+/KsoONTFzTJuuhVWVMAMAukdJSwAAqIX1qg8AAACYsXDefv1eMj0pgSTnlll26DxzzNZpOZems8wxSb0DP9p2LQxH9f6+AYBmWvXYEgAAuJKMNwAAUBf9Xlkon2fhvF1WXXaoqZljXAsAAJ+npCUAANSCwBsAAKgLC+ftt+qyQ03NHONaAAD4PCUtAQCgFpSaAgCAujhfIN/fLYER/V4yPrBw3jarLDvU1PIDrgUAgNtR0hIAACon8AYAAOrEwjmLtHeQ7GyX8lKDlKCbo40SxFJ3rgUAAAAAoAEE3gAAALSVzDEAAAAAAEsl8AYAAKDNZI4BAAAAAFiaR1UfAAAAAA1wPEmePU0ePyrt8aTqIwIAAAAAqJzAGwAAeAjBCHTB8STZ2U6enyRHZ6Xd2Xa+AwAAAACdJ/AGAADuSzACXbG/m2ydJpspBYs3Uz7v71Z8YAAAAAAA1RJ4AwDA3f3K95I/s56srZX2V75X9RFVQzACXfH6bTK41DeY9QMAAAAAdJjAGwAA7uZXvpdMfjP5994nv53STn6zm8E3ghHoin4vmV7qm876AQAAuD8lrAGg8QTeAABwN799mHwvF7O8fG/W3zV1C0awWMey7B0kRxvJyyTvUtqjjdIPAED9mStAPSlhDQCtIPAGAIC7+Sfvr87y8k/eV3E01apTMILFOpZpOErGh8mLJ8nWWmnHh6UfAIB6M1eA+lLCGgBaQeANAAB385OPr87y8pOPqziaatUpGMFiHcs2HCWv3iTvP5RW0A0AQDOYK0B9KWENAK0g8AYAgLv5a9vJD3Ixy8sPZv1dVJdgBIt1AADAVcwVoL5uKmGtRBwANMZ61QcAAEDD/J0flPY/PSzlpX7ycQm6Oe+nGv1eMj0pu1fPnS/WAQAA3WWuAPW1d1BKv22dloC4aUoJ61/8hUv9sxJxieyjAFBDMt4AAHB3f+cHyf/7Ljk7K62gm+rtHZTFuflMREcbpR8AAOiuLswVZAahqa4rYf33f1eJOABoEIE3AADQBtct1tkJBwAA3VbHucIiA2WOJyUTyPOT5OistDvbgm9ojqtKWCsRBwCNotQUAAC0xXAk0AYAAPhUneYK54Eyiyqhs7/7MTNIcjEzSF1+Z7grJeIAoFFkvAEAAAAAAFZjPlBmESV0ZAahjbpQIg4AWkTgDQAAAFdbZAkAAABIFh8o0++VTCDzZAah6epYIg4AuJbAGwAAAD51XgLg+UlydFbanW3BNwAAPMyiA2VkBqGthqPk1Zvk/YfSCroBgNoSeAMAAMCnFl0CAAAAksUHysgMAgBAxQTeAADAIijJQ9ssugQAAAAkywmUkRkEAIAKrVd9AAAA0HjnJXm2TktgwnRWkiex4Etz9XvlXN6c63tICQAAADg3HJkrAQDQGjLeAADAQynJQxstugQAAAAAAEALyXgDAAAPpSQPbXS+A3l/t5zL/V4yPrAzGQAAAABgjow3AADwUP1eKcEzT0ke2mA4Sl69Sd5/KK2gGwAAgHo7niTPniaPH5X2eFL1EQFA6wm8AQCAh1KSBwAAAKja8STZ2U6enyRHZ6Xd2RZ8AwBLJvAGAAAeajhKxofJiyfJ1lppx4eygwAAAACrs7+bbJ0mm0nWU9qt09IPACzNetUHAAAArTAcCbQBAAAAqvP6bTK41DeY9QMASyPjDQAAAAAAy3U8SZ49TR4/Kq2yJ/fjewRu0u8l00t901k/ALA0Am8AAACgTbyQA6BujifJznby/CQ5OivtzrZn1F35HoHP2TtIjjaSl0nepbRHG6UfAFgagTcAAADQFl7IAVBH+7vJ1mmymWQ9pd06Lf3cnu8R+JzhKBkfJi+eJFtrpR0fKo0NAEsm8AYAAADawgs5AOro9dtkcKlvMOtvs0Vnoevq9wjczXCUvHqTvP9QWkE3ALB0Am8AAACgLbyQA6CO+r1keqlvOutvq2Vkoevi9wgAAA0g8AYAAADaouoXcove2Q9AO+wdJEcbycsk71Lao43S31bLyELXxe8RAAAaQOANAAAAtEWVL+SWsbMfgHYYjpLxYfLiSbK1VtrxYbvLnywjC10Xv0cAgKazSakTBN4AAABAU3xusabKF3LL2NkPQHsMR8mrN8n7D6Vte7DIsrLQde17BABoMpuUOkPgDQAAADTBbRdrqnoht4yd/QDQVMpCAQBgk1JnCLwBAABYFKljWaa6L9Ysa2c/ADSRslAAANik1BkCbwAAABZB6liWre6LNXb2A8BFykIBAHSbTUqdIfAGAABgEeqejYTmq/tijZ39AAAAAB/ZpNQZ61UfAAAAQCvUPRsJzbd3ULIobZ2Wc2uaslgzrtFizXAk0AYAAAAg+bhGsr9b1gj7vbKOY+2kdQTeAAAALEK/l0xPSqabc3XKRkLzWawBAAAAaBablDpBqSkAAIBFkDqWVRiOkldvkvcfSmvhBgCg/o4nybOnyeNHpT2eVH1EAAAskIw3AAAAiyAbCQAAcNnx5FK50JPyOTFXAABoCRlvAAAAFkU2EgAAYN7+bgm62UzZCr2Z8nl/t+IDAwBgUQTeAAAAAABAEylhVH+v35ZMN/MGs34AAFpBqSkAAAAAAGgaJYyaod8rf5vNub7prB8AgFaQ8QYAAAAAAJpGCaNm2DtIjjaSl0nepbRHG6X/IWQ7AoD68XzuLBlvAAAAAACgaZQwaobz7EP7u+Vv0+8l44OHZSWS7QgA6sfzudNkvAEAAAAAgKbp90rJonlKGNXTcJS8epO8/1Dah758k+0IAOrH87nTBN4AAAAAAEDTLKuEEfUn2xEA1I/nc6cJvAEAAAAAgKYZjpLxYfLiSbK1VtrxoVIGXSDbEQDUj+dzpwm8AQAAgDY5niTPniaPH5X2eFL1EQEAy7LoEkY0g2xHAFA/ns+dtl71AQAAAAALcjxJdrZLDfFBkulJ+Zx4EQcA0Bbn47r93VK+ot9LxgfGewCwaseTi8/jX/xryYvf9XzuIIE3AAAA0Bb7uyXoZnP2eTPl8/6uhR4AgDYZjozvAKBKV21+OvptpT87SqkpAAAAaIvXb8tiz7zBrB8AAACAxZjf/LSei5uf6ByBNwAAANAW/V4yvdQ3nfUDAMDnHE+SZ0+Tx49Kezyp+ogAoJ5sfmKOwBsAAABoi72D5GgjeZnkXUp7tFH6AQBYjaYGr5yXzHh+khydlXZnuznHDwCrZPMTcwTeAAAAQFsMR6WW+IsnydZaadUWBwBYnSYHryiZAQC3Z/MTcwTeAAAAwCLUZWfzcJS8epO8/1BaQTcAAKvT5OAVJTMA4PZsfmLOetUHAAAAAI13vrN567S8nJjOdjYnFlwAALqkycEr/V4Zx27O9SmZAQDXG46s+5BExhsAAAB4uCbvbIab1CWTEwA0Rb9XglXmNSV4RckMaAdjeICVk/EGAAAAHqrJO5vhOjI5AcDd7R1cen6mBK+MGxC8cv58398t49h+rxy35z40hzE8QCVkvAEAAICHavLOZriOTE4AcHfDUTI+TF48SbbWSjs+bM4L7+EoefUmef+htE05bqAwhofFkkGKWxJ4AwAAAA8lLT9tJJMTANyP4BXgslW9vDeGh8U5zyD1/CQ5Oivtzvbyg28E+zSSUlMAAADwUNLy00b9XklNvznXJ5MTAADczSrLPxnDw+LMZ5BKLmaQWtZ6j3JxjSXjDQAAACyCnc002VU76mRyAgCAh1tl+SdjeFicKjJIKRfXWAJvAAAAAJpiGSmnr0ufnSTjw+TFk2RrrbTjQ0FlAABwF6t8eT8cGcPDovR7JWPUvGVnkFIurrGUmgIAAABogmWlnL4pfbbsTQAA8DCrLv80HBnDwyLsHVyag6dkkBovMYOUcnGNJeMNAAAAQBMsK+W0HXUAALA8yj9BM1WRQcr9orFkvAEAAABogmUFyNhRBwAAy3P+kn5/t4zd+72SMUNWGqi/VWeQcr9oLBlvAAAAoCuOJ8mzp8njR6U9nlR9RNzFsurL21EHAADLNRyVMq7vPyjnCtzM/aKRZLwBAACALjieXKpNflI+JxZxmmJZ9eXtqAMAAAC4NxlvAAAAoAv2d0vAxmbKNpzNlM/7uxUfGLe2zPrydtQBwHLIOAgA0Hoy3gAAAEAXvH5bsqTMG8z6aY5V15cHAO5PxkEAgE6Q8QYAAAC6oN8rpYnmTWf9AAAsnoyDAACdIPAGAAAAumDvIDnaSF4meZfSHm2UfgAAFk/GQQCAThB4AwAAALdxPEmePU0ePyrt8aTqI7qb4SgZHyYvniRba6UdHypzAACwLDIOAgB0gsAbAAAA+JzjSbKznTw/SY7OSruz3czgm1dvkvcfSivohlVpeuAaANyHjIMAAJ0g8AYAAAA+Z3832TpNNpOsp7Rbp6UfuFlbAtcA4K5kHATuSsA6QCOtV30AAAAAUHuv3yaDS32DWT9ws/nAteRi4JoXjwC03XDkeQfcznnA+tZpmW9OZwHrifsIQM3JeAMAAACf0+8l00t901k/cDOBawAA8HkyrQI0lsAbAAAA+Jy9g+RoI3mZ5F1Ke7RR+oGbCVwDAIDPE7AO0FgCbwAAAOBzhqNkfJi8eJJsrZV2fPhpuu/jSfLsafL4UWmPJ1UcLdSLwDUAAPg8AesAjbVe9QEAAABAIwxHnwbazDueJDvbJRX4IMn0pHw+/2+hq87P//3dslu330vGB64LAACYt3dwaU6ZErA+FrAOUHcCbwAAAGAR9nfLAunm7PNmyuf9XQEG8LnANQAA6DoB6wCNda/Am8Fg8GeT/JdJvpnka0n+xnQ6/YeDweDnkvx6SuLg/346nf7HCztSAAAAqLPXb8uuxHmDWT8AAAB8joB1gEZ6dM//7m8k+f3pdPqvJPl3kvzGrP+3kgyT/OUkf2kwGPxLDz5CAACgeY4nybOnyeNHpT2eVH1EcL1Fna/9XkkFPm866wcAAAAAWum+paa+n+T/m/sZXw0Gg28m+fp0Ov3DJBkMBv9dkp9P8r89+CgBAIBmOJ4kf+uvJ//o/05+Ksl2kn/mpNQoT+zaon6OJ+X83Dot2WmmDzhf9w4u/awkRxslNTgAAAAA0EprZ2dnN/4Lg8Hgl5L86qXurel0+r8OBoOfTvJ7Sf79JH+Y5MV0Ov1Ls//u303y56bT6X903c/+0Y9+dPb1r3/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      "text/plain": [
       "<Figure size 2880x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = CleanNetwork('co_reference_network_cpc4_1976_2017.txt', 'cpc3')\n",
    "labels_desp = loadDescription('CPC4_descriptions.csv', g)\n",
    "matrix_ = nx.to_numpy_matrix(g)\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0, n_iter=1000, perplexity=10, learning_rate=200)\n",
    "np.set_printoptions(suppress=True)\n",
    "result = tsne.fit_transform(matrix_)\n",
    "\n",
    "plt.figure(figsize=(40, 25))\n",
    "plt.scatter(result[:, 0], result[:, 1], c='orange', edgecolors='r')\n",
    "# for label, x, y in zip(labels_desp, result[:, 0], result[:, 1]):\n",
    "#     plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:py3-tf2]",
   "language": "python",
   "name": "conda-env-py3-tf2-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
